Introduction

In inverse problems, we try to recover data from indirect measurements resulting from an ill-posed forward process. In the last few years, deep learning has shown great abilities to enhance such reconstruction techniques. Topics of interest include, learned regularisation schemes, statistical and optimisation approaches such as generative priors, plug-and-play methods, unrolled networks and neural operators for solving PDEs. Additionally, we are interested in uncertainty quantification for such reconstruction methods, for instance via Bayesian methods. Applications include problems from medical and non-medical image and signal processing, physics and engineering.

In this meeting, from 7-9 July 2025, in Bath, we brought together experts from the fields of inverse problems and deep learning focusing on theoretical and practical questions.

 

Keynote speakers

Conference schedule

A full programme including talk titles and details of the poster sessions is available here.

Please use the links in the programme below to view the presentations (where available).

Monday 7 July

Time	Session
10:30	Registration
10:55	Welcome and introduction
11:00	Keynote 1 – Audrey Repetti
11:45	Contributor talk – Pablo Arratia
12:10	Lunch
13:10	Contributor talk – Nathan Buskulic
13:35	Keynote 2 – Gabrielle Steidl
14:20	Contributor talk – Jakiw Pidstrigach
14:45	Poster session with coffee
16:15	Contributor talk – Anime Othmane
16:40	Contributor talk – Christian Offen
17:05	Contributor talk – Hong Ye Tan
17:30	Drinks reception (open to all)

 

Tuesday 8 July

Time	Session
09:30	Keynote 3 – Ozan Oektem
10:15	Poster session with coffee
11:45	Contributor talk – Tomás Soto
12:10	Contributor talk – Bart Smets
12:35	Contributor talk – Pierre Weiss
13:00	Lunch
14:00	Keynote 4- Youssef Marzouk
14:45	Contributor talk – Mahadevan Ganesh
15:10	Coffee break
15:30	Contributor talk – Zakhar Shumaylov
15:55	Contributor talk – Tristan van Leeuwen
16:20	Contributor talk – Marta Betcke
16:45	Finish
19:00	Conference Dinner (pre-booked only)

 

Wednesday 9 July

Time	Session
9:30	Keynote 5 – Silvia Villa
10:15	Poster session with coffee
11:45	Contributor talk – Hok Shing Wong
12:10	Contributor talk – Youzou Lin
12:35	Contributor talk – Paola Causin
13:00	Lunch
14:00	Keynote 6 – Sebastian Neumeyer
14:45	Contributor talk – Dirk Lorenz
15:10	Contributor talk – Zeljko Kereta
15:35	CLOSE

Registration

General registration is now closed.

If you have any questions about registration or the conference, please email maths4dl@bath.ac.uk.

Conference venue, travel and accommodation

The conference was held at the University of Bath, Claverton Down, Bath BA2 7AY.

Conference team

The Maths4DL conference was organised by:

Alexander Denker (UCL), Matthias Ehrhardt (University of Bath), Johannes Hertrich (Université Paris-Dauphine) and Hok Shing Wong (University of Bath).